DeepMind Lab2D is a system for creating 2D environments for machine learning research. It defines environments using text-based maps and Lua scripts for behavior logic. ML agents interact with these environments through either the Python dm_env API or a custom C API, supporting multiple concurrent agents. The system emphasizes ease of use and performance for rapid prototyping of agent-based learning scenarios.